Graph neural networks — citation graph of key research

Explore the most influential research on graph neural networks as an interactive citation graph on Constellation. The papers below are connected by direct citations and shared references — open any one to center the graph on it and discover related work.

Top papers on graph neural networks

  1. Graph neural networks
    Gabriele Corso, Hannes Stark, Stefanie Jegelka et al. — 2024 · Nature Reviews Methods Primers · 458 citations
  2. The Graph Neural Network Model
    Franco Scarselli, Marco Gori, Ah Chung Tsoi et al. — 2008 · IEEE Transactions on Neural Networks · 9,514 citations
  3. Benchmarking Graph Neural Networks
    Vijay Prakash Dwivedi, Chaitanya K. Joshi, Luu, Anh Tuan et al. — 2020 · arXiv (Cornell University) · 573 citations
  4. How Powerful are Graph Neural Networks?
    Keyulu Xu, Weihua Hu, Jure Leskovec et al. — 2018 · arXiv (Cornell University) · 2,728 citations
  5. A Comprehensive Survey on Graph Neural Networks
    Zonghan Wu, Shirui Pan, Fengwen Chen et al. — 2020 · IEEE Transactions on Neural Networks and Learning Systems · 10,899 citations
  6. A Comprehensive Survey on Graph Neural Networks
    Wu, Z, Shirui Pan, Chen, F et al. — 2020 · UTS ePRESS (University of Technology Sydney) · 2,955 citations
  7. Graph Neural Networks in Network Neuroscience
    Alaa Bessadok, Mohamed Ali Mahjoub, Islem Rekik — 2022 · IEEE Transactions on Pattern Analysis and Machine Intelligence · 346 citations
  8. Graph neural network for traffic forecasting: A survey
    Weiwei Jiang, Jiayun Luo — 2022 · Expert Systems with Applications · 1,329 citations
  9. Hyperbolic Graph Neural Networks
    Qi Liu, Maximilian Nickel, Douwe Kiela — 2019 · arXiv (Cornell University) · 212 citations
  10. Graph neural networks in particle physics
    Jonathan Shlomi, Peter Battaglia, Jean-Roch Vlimant — 2020 · Machine Learning Science and Technology · 270 citations
  11. Graph neural networks: A review of methods and applications
    Jie Zhou, Ganqu Cui, Shengding Hu et al. — 2020 · AI Open · 6,835 citations
  12. Few-Shot Learning with Graph Neural Networks
    Víctor García, Joan Bruna — 2017 · arXiv (Cornell University) · 863 citations